Publikationen der PGI-14
Journal Article
Low-dimensional behavior of generalized Kuramoto model
Nonlinear dynamics 110, 2781-2791 (2022) [10.1007/s11071-022-07703-0]
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Journal Article
An analytical approach to engineer multistability in the oscillatory response of a pulse-driven ReRAM
Scientific reports 14(1), 5626 (2024) [10.1038/s41598-024-55255-7]
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Journal Article
Brain charts for the human lifespan
Nature <London> 604(7906), 525 - 533 (2022) [10.1038/s41586-022-04554-y]
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Preprint
2022 roadmap on neuromorphic computing and engineering
Neuromorphic computing and engineering (2022) [10.1088/2634-4386/ac4a83]
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Journal Article
Research Challenges for Energy-Efficient Computing in Automated Vehicles
Computer 56(3), 47 - 58 (2023) [10.1109/MC.2022.3180987]
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Contribution to a conference proceedings
Attractor states in spiking neural networks
Berstein Conference 2023, BerlinBerlin, Germany, 26 Sep 2023 - 29 Sep 2023
G-Node 1 pp. (2023) [10.12751/NNCN.BC2023.174]
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Conference Presentation (Other)
Rational design of memristive devices for new computing paradigm
Fismat 2023, MilanoMilano, Italy, 4 Sep 2023 - 9 Sep 2023
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Preprint
Memristor-based hardware and algorithms for higher-order Hopfield optimization solver outperforming quadratic Ising machines
arXiv (2023) [10.48550/arXiv.2311.01171]
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Poster (Other)
Mapping NP-Complete Problems to Physics-Based QUBO Solvers: Quantitative Comparison and Understanding
International conference on neuromorphic, natural and physical computing, NNPC2023, RWTH AachenHannover, RWTH Aachen, Germany, 25 Oct 2023 - 27 Oct 2023
[10.34734/FZJ-2024-00664]
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Contribution to a conference proceedings
An efficient synchronous-updating memristor-based Ising solver for combinatorial optimization
2022 IEEE International Electron Devices Meeting (IEDM), IEDM, San FranciscoSan Francisco, USA, 3 Dec 2022 - 7 Dec 2022
IEEE 22.2.1-22.2.4 (2022) [10.1109/IEDM45625.2022.10019348]
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Journal Article
Dynamical memristors for higher-complexity neuromorphic computing
Nature reviews 7(7), 575 - 591 (2022) [10.1038/s41578-022-00434-z]
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Contribution to a conference proceedings
Non-idealities and Design Solutions for Analog Memristor-Based Content-Addressable Memories
18th ACM International Symposium on Nanoscale Architectures, DresdenDresden, Germany, 18 Dec 2023 - 20 Dec 2023
6 pp. (2023)
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Award
Best Paper Award
Germany : 18th ACM International Symposium on Nanoscale Architectures (2023) [10.34734/FZJ-2024-00988]
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Contribution to a conference proceedings
Non-idealities and Design Solutions for Analog Memristor-Based Content-Addressable Memories
NANOARCH '23: 18th ACM International Symposium on Nanoscale Architectures, Dresden GermanyDresden Germany, Dresden, 3 Apr 2023 - 7 Apr 2023
ACM New York, NY, USA 1 pp. (2023) [10.1145/3611315.3633254]
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Journal Article
Experimentally validated memristive memory augmented neural network with efficient hashing and similarity search
Nature Communications 13(1), 6284 (2022) [10.1038/s41467-022-33629-7]
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Contribution to a conference proceedings
Zeroth and higher-order logic with content addressable memories
2023 International Electron Devices Meeting (IEDM), San FranciscoSan Francisco, USA, 9 Dec 2023 - 13 Dec 2023
IEEE 1-4 (2023) [10.1109/IEDM45741.2023.10413853]
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Journal Article
Tree-based machine learning performed in-memory with memristive analog CAM
Nature Communications 12(1), 5806 (2021) [10.1038/s41467-021-25873-0]
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Journal Article
Redundancy and Analog Slicing for Precise In-Memory Machine Learning—Part I: Programming Techniques
IEEE transactions on electron devices 68(9), 4373 - 4378 (2021) [10.1109/TED.2021.3095433]
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Journal Article
Redundancy and Analog Slicing for Precise In-Memory Machine Learning—Part II: Applications and Benchmark
IEEE transactions on electron devices 68(9), 4379 - 4383 (2021) [10.1109/TED.2021.3095430]
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Journal Article
Differentiable Content Addressable Memory with Memristors
Advanced electronic materials 8(8), 2101198 - (2022) [10.1002/aelm.202101198]
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Conference Presentation (Invited)
Rational design of redox-based memristive devices for neuromorphic computing
European Materials Research Society Meeting, WarsawWarsaw, Poland, 18 Sep 2023 - 22 Sep 2023
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Talk (non-conference) (Other)
Rational design of redox-based memristive devices for neuromorphic computing
Jülich-Twente Summit, EnschedeEnschede, Netherlands, 14 Nov 2023
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Dissertation / PhD Thesis
Learning rules for CMOS-memristive co-integrated neuromorphic hardware
200 pp. (2023) = Dissertation, RWTH Aachen University, 2023
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Contribution to a conference proceedings
Work-in-Progress: A Universal Instrumentation Platform for Non-Volatile Memories
CODES/ISSS '23 Companion: 2023 International Conference on Hardware/Software Codesign and System Synthesis, Hamburg GermanyHamburg Germany, Germany, 10 Jul 2023 - 14 Jul 2023
ACM New York, NY, USA 1 pp. (2023) [10.1145/3607888.3608608]
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Journal Article
Fast Ising solvers based on oscillator networks
Nature electronics 4(7), 458 - 459 (2021) [10.1038/s41928-021-00620-x]
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Journal Article
Unleashing the Power of Moiré Materials in Neuromorphic Computing
Chinese physics letters 40(12), 127202 - (2023) [10.1088/0256-307X/40/12/127202]
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Contribution to a conference proceedings
State-Space Modeling and Tuning of Memristors for Neuromorphic Computing Applications
ICONS '23: 2023 International Conference on Neuromorphic Systems, Santa Fe NM USASanta Fe NM USA, USA, 1 Aug 2023 - 3 Aug 2023
ACM New York, NY, USA 1-8 (2023) [10.1145/3589737.3605966]
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Contribution to a conference proceedings
Integration of physics-derived memristor models with machine learning frameworks
Neuromorphic Materials, Devices, Circuits and Systems, ValènciaValència, Spain, 23 Jan 2023 - 25 Jan 2023
FUNDACIO DE LA COMUNITAT VALENCIANA SCITO València 1 pp. (2023) [10.29363/nanoge.neumatdecas.2023.011]
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Contribution to a conference proceedings/Contribution to a book
The Ouroboros of Memristors: Neural Networks Facilitating Memristor Programming
Proceedings of the Neuronics Conference - FUNDACIO DE LA COMUNITAT VALENCIANA SCITO València, 2023. - ISBN - doi:10.29363/nanoge.neuronics.2024.010
Neuronics Conference, ValènciaValència, Spain, 21 Feb 2024 - 23 Feb 2024
FUNDACIO DE LA COMUNITAT VALENCIANA SCITO València 10 pp. (2023) [10.29363/nanoge.neuronics.2024.010]
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